{"id":696,"date":"2026-01-20T00:33:48","date_gmt":"2026-01-20T08:33:48","guid":{"rendered":"https:\/\/www.couchbase.com\/\/concepts\/resources-concepts-data-integration\/"},"modified":"2026-10-09T03:36:13","modified_gmt":"2026-10-09T10:36:13","slug":"resources-concepts-data-integration","status":"publish","type":"concepts","link":"https:\/\/www.couchbase.com\/ko\/resources\/concepts\/data-integration\/","title":{"rendered":"\ub370\uc774\ud130 \ud1b5\ud569\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?"},"content":{"rendered":"<div class=\"wp-block-group alignfull wp-block-hero is-layout-constrained wp-container-core-group-is-layout-3838c6e4 wp-block-group-is-layout-constrained\" style=\"padding-top:var(--wp--preset--spacing--2-xl);padding-right:var(--wp--preset--spacing--lg);padding-bottom:var(--wp--preset--spacing--2-xl);padding-left:var(--wp--preset--spacing--lg)\">\n<div class=\"wp-block-columns are-vertically-aligned-center is-layout-flex wp-container-core-columns-is-layout-0fd64a4d wp-block-columns-is-layout-flex\" style=\"padding-bottom:var(--wp--preset--spacing--xl)\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-container-core-column-is-layout-bdca1ed4 wp-block-column-is-layout-flow\" style=\"flex-basis:45%\">\n<h1 id=\"h-what-is-data-integration\" class=\"wp-block-heading has-heading-xl-font-size\">\ub370\uc774\ud130 \ud1b5\ud569\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/h1>\n\n\n\n<p class=\"has-large-font-size wp-block-paragraph\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc911\uc559 \uc9d1\uc911\ud654\ud558\uc5ec \uc811\uadfc\uc131, \uc77c\uad00\uc131 \ubc0f \ubd84\uc11d\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\" style=\"margin-top:var(--wp--preset--spacing--md)\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/ko\/downloads\/?family=couchbase-capella\" title=\"\ub370\uc774\ud130 \ud1b5\ud569\">\ub370\uc774\ud130 \ud1b5\ud569<\/a><\/div>\n\n\n\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.couchbase.com\/ko\/products\/analytics\/\" title=\"\uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30\" target=\"_self\">\uc790\uc138\ud788 \uc54c\uc544\ubcf4\uae30<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center hero__media-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:55%\">\n<figure class=\"wp-block-image size-full has-custom-border size-large hero__image\"><img decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/6\/2026\/07\/full-orange-star-4.png\" alt=\"\" class=\"wp-image-576\" style=\"border-top-left-radius:var(--wp--custom--border-radius--card);border-top-right-radius:var(--wp--custom--border-radius--card);border-bottom-left-radius:var(--wp--custom--border-radius--card);border-bottom-right-radius:var(--wp--custom--border-radius--card)\"\/><\/figure>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-191ed713 wp-block-group-is-layout-constrained\">\n<h6 id=\"h-summary\" class=\"wp-block-heading\"><strong>\uc694\uc57d<\/strong><\/h6>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\ub370\uc774\ud130 \ud1b5\ud569\uc740 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc758 \ub370\uc774\ud130\ub97c \ub300\uc0c1 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uacb0\ud569\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub370\uc774\ud130 \ucd94\ucd9c, \ubcc0\ud658, \ub85c\ub529, \ub3d9\uae30\ud654, \uac70\ubc84\ub10c\uc2a4\ub97c \ud3ec\ud568\ud55c \uc5ec\ub7ec \ub2e8\uacc4\ub97c \ud3ec\ud568\ud558\uba70, \uac01 \ub2e8\uacc4\ub294 \ub370\uc774\ud130\uc758 \uc815\ud655\uc131, \uc77c\uad00\uc131 \ubc0f \uc2e4\ud589 \uac00\ub2a5\uc131\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ud1b5\ud569\uc758 \uc720\ud615\uc5d0\ub294 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud1b5\ud569, \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5, \uac00\uc0c1\ud654\uac00 \uc788\uc2b5\ub2c8\ub2e4. Amazon Redshift\uc640 \ud1b5\ud569\ub418\ub294 Amazon Aurora zero-ETL\uacfc \uac19\uc740 \ub3c4\uad6c\uc640 Apache Kafka\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d \ub3c4\uad6c\ub294 \ud1b5\ud569 \ud504\ub85c\uc138\uc2a4\ub97c \uc2e0\uc18d\ud558\uac8c \ucc98\ub9ac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ud1b5\ud569\uc740 \ub370\uc774\ud130 \ud488\uc9c8 \ud5a5\uc0c1, \uc2e0\uc18d\ud55c \ud1b5\ucc30\ub825 \ud655\ubcf4, \ud611\uc5c5 \uac1c\uc120\uacfc \uac19\uc740 \uc8fc\uc694 \uc774\uc810\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc, \ub370\uc774\ud130 \uc0ac\uc77c\ub85c, \uad6c\ud604 \ube44\uc6a9, \uac70\ubc84\ub10c\uc2a4 \ubb38\uc81c\uc640 \uac19\uc740 \uc5b4\ub824\uc6c0\ub3c4 \ub530\ub985\ub2c8\ub2e4. \uc870\uc9c1\uc758 \uac00\uce58\ub97c \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ub370\uc774\ud130 \ud1b5\ud569 \ud504\ub85c\uc138\uc2a4\uac00 \uc2dc\uc791\ub418\uae30 \uc804\uc5d0 \uc7a0\uc7ac\uc801\uc778 \ucc28\uc9c8\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/em><\/p>\n\n\n\n<h2 id=\"h-what-is-data-integration-0\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ud1b5\ud569\uc774\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ub41c \ubcf4\uae30\ub97c \uc704\ud574 \uacb0\ud569\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc5ec\ub7ec \uc2dc\uc2a4\ud15c(\uc608: \ub370\uc774\ud130\ubca0\uc774\uc2a4, \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ub610\ub294 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4)\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uace0, \ud638\ud658 \uac00\ub2a5\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud55c \ub2e4\uc74c, \uc911\uc559 \uc2dc\uc2a4\ud15c\uc5d0 \ub85c\ub4dc\ud558\ub294 \uacfc\uc815\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \ud1b5\ud569\uc740 \uc811\uadfc\uc131, \uc77c\uad00\uc131 \ubc0f \uc2e0\ub8b0\uc131\uc744 \ud5a5\uc0c1\uc2dc\ucf1c \ub354 \ub098\uc740 \ubd84\uc11d, \ubcf4\uace0 \ubc0f \uc758\uc0ac \uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<br><br>\uc774 \uc790\ub8cc\ub97c \uacc4\uc18d \uc77d\uc73c\uba74\uc11c \ub370\uc774\ud130 \ud1b5\ud569, \uadf8 \uc7a5\ub2e8\uc810, \uadf8\ub9ac\uace0 \uc774\ub97c \ucd09\uc9c4\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc138\uc694.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"#work\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?<\/a><\/li>\n\n\n\n<li><a href=\"#types\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569 \uc720\ud615<\/a><\/li>\n\n\n\n<li><a href=\"#examples\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569 \uc608\uc2dc<\/a><\/li>\n\n\n\n<li><a href=\"#benefits\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569 \uc774\uc810<\/a><\/li>\n\n\n\n<li><a href=\"#challenges\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569 \uacfc\uc81c<\/a><\/li>\n\n\n\n<li><a href=\"#tools\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569 \ub3c4\uad6c<\/a><\/li>\n\n\n\n<li><a href=\"#process\" class=\"scrollToHash\">\ub370\uc774\ud130 \ud1b5\ud569 \ud504\ub85c\uc138\uc2a4\uc5d0 \ub300\ud55c \uc644\uc804\ud55c \ubd84\uc11d<\/a><\/li>\n\n\n\n<li><a href=\"#resources\" class=\"scrollToHash\">\ud575\uc2ec \uc694\uc57d<\/a><\/li>\n<\/ul>\n\n\n\n<h2 id=\"work\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:0\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub098\uc694?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \ubd84\uc11d, \ubcf4\uace0 \ubc0f \uc758\uc0ac \uacb0\uc815\uc744 \uc6a9\uc774\ud558\uac8c \ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc804\uccb4\uc801\uc778 \ubdf0\ub85c \uacb0\ud569\ud569\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \ucd94\ucd9c, \ubcc0\ud658, \ub85c\ub4dc, \ub3d9\uae30\ud654 \ubc0f \uac70\ubc84\ub10c\uc2a4 \ud504\ub85c\uc138\uc2a4\uc5d0 \uc758\uc874\ud558\uba70, \uc774\ub294 \uc544\ub798\uc5d0\uc11c \ub354 \uc790\uc138\ud788 \uc124\uba85\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"has-text-align-center wp-block-paragraph\"><img decoding=\"async\" src=\"https:\/\/www.couchbase.com\/wp-content\/uploads\/sites\/6\/2026\/07\/data-integration-process.png\" alt=\"The data extraction, transformation, loading, synchronization, and governance phases of the data integration process\" style=\"width: 865px;\"><\/p>\n\n\n\n<h3 id=\"h-data-extraction\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ucd94\ucd9c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ucd94\ucd9c \ub2e8\uacc4\ub294 \ub370\uc774\ud130\ub97c \uac80\uc0c9\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4 <a href=\"https:\/\/www.couchbase.com\/ko\/resources\/concepts\/types-of-databases\/\">\ub370\uc774\ud130\ubca0\uc774\uc2a4<\/a>, <a href=\"https:\/\/www.couchbase.com\/ko\/blog\/managed-cloud-services\/\">\ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4<\/a>, API, \ud50c\ub7ab \ud30c\uc77c(CSV \ub610\ub294 \uc5d1\uc140 \ub4f1) \ubc0f \ub808\uac70\uc2dc \ud50c\ub7ab\ud3fc. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc6d0\ubcf8 \uc18c\uc2a4\ub97c \uc218\uc815\ud558\uc9c0 \uc54a\uace0 \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uba3c\uc800 \ub370\uc774\ud130\uac00 \uc800\uc7a5\ub41c \uc704\uce58\ub97c \ud30c\uc545\ud55c \ub2e4\uc74c, \ubaa8\ub4e0 \ub370\uc774\ud130\ub97c \ud55c \ubc88\uc5d0 \uac00\uc838\uc624\ub294 \u2018\uc804\uccb4 \ucd94\ucd9c\u2019 \ubc29\uc2dd\uc774\ub098, \ub9c8\uc9c0\ub9c9 \ud1b5\ud569 \uc774\ud6c4 \uc0c8\ub85c \ucd94\uac00\ub418\uac70\ub098 \uc5c5\ub370\uc774\ud2b8\ub41c \ub370\uc774\ud130\ub9cc \ucd94\ucd9c\ud558\ub294 \u2018\uc99d\ubd84 \ucd94\ucd9c\u2019 \ubc29\uc2dd \uc911 \uc801\uc808\ud55c \ucd94\ucd9c \ubc29\ubc95\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130 \ubb34\uacb0\uc131\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc740 \uc815\ud655\uc131\uacfc \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc18c\uc2a4\uc5d0 \uc5f0\uacb0\ud558\uc5ec \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uae30 \uc704\ud574 \uc790\ub3d9\ud654 \ub3c4\uad6c\ub098 \uc0ac\uc6a9\uc790 \uc815\uc758 \uc2a4\ud06c\ub9bd\ud2b8\uac00 \uc790\uc8fc \uc0ac\uc6a9\ub418\uba70, \uc774\ub294 \ud6c4\uc18d \ubcc0\ud658 \ubc0f \ub85c\ub529 \ub2e8\uacc4\ub97c \uc704\ud55c \uae30\ubc18\uc744 \ub9c8\ub828\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-data-transformation\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ubcc0\ud658<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ubcc0\ud658 \ub2e8\uacc4\ub294 \ucd94\ucd9c\ub41c \ub370\uc774\ud130\ub97c \uc911\uc559 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc77c\uad00\ub418\uace0 \uc0ac\uc6a9 \uac00\ub2a5\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc911\ubcf5 \uc81c\uac70, \uc624\ub958 \uc218\uc815, \ub204\ub77d\ub41c \uac12 \ucc98\ub9ac, \ub0a0\uc9dc \ubc0f \uc2dc\uac04, \ud1b5\ud654 \ub610\ub294 \uce21\uc815 \ub2e8\uc704\uc640 \uac19\uc740 \ud615\uc2dd \ud45c\uc900\ud654 \ub4f1\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc815\ub9ac\ud558\ub294 \uacfc\uc815\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub610\ud55c, \ucd94\uac00\uc801\uc778 \ucee8\ud14d\uc2a4\ud2b8\ub098 \ud30c\uc0dd \uac12\uc744 \ucd94\uac00\ud558\ub294 \ub370\uc774\ud130 \ubcf4\uac15, \uc11c\ub85c \ub2e4\ub978 \uc18c\uc2a4\uc758 \ud544\ub4dc\ub97c \ud1b5\ud569 \uc2a4\ud0a4\ub9c8\uc5d0 \ub9de\ucd94\ub294 \ub370\uc774\ud130 \ub9e4\ud551\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\ub97c \ud1b5\ud574 \ud1b5\ud569\ub41c \ub370\uc774\ud130\uac00 \uc815\ud655\ud558\uace0 \ud638\ud658 \uac00\ub2a5\ud558\uac8c \ub418\uc5b4 \uc911\uc559 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\uc758 \ubd84\uc11d, \ubcf4\uace0 \ub610\ub294 \ucd94\uac00 \ucc98\ub9ac\uc5d0 \uc900\ube44\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-data-loading\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ub85c\ub529<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ub85c\ub529 \ub2e8\uacc4\ub294 \ubcc0\ud658\ub41c \ub370\uc774\ud130\ub97c \ub2e4\uc74c \uc911\uc559 \uc2dc\uc2a4\ud15c\uc73c\ub85c \uc804\uc1a1\ud558\ub294 \uacfc\uc815\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. <a href=\"https:\/\/www.couchbase.com\/ko\/blog\/database-vs-data-warehouse\/\">\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4<\/a>, \ub370\uc774\ud130 \ub808\uc774\ud06c, \ub610\ub294 <a href=\"https:\/\/www.couchbase.com\/ko\/resources\/concepts\/data-platforms\/\">\ubd84\uc11d \ud50c\ub7ab\ud3fc<\/a>. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc815\ub9ac \ubc0f \ud45c\uc900\ud654\ub41c \ub370\uc774\ud130\uac00 \uc911\uc559 \uc9d1\uc911\uc2dd \uc800\uc7a5\uc18c\uc5d0 \uc800\uc7a5\ub418\uc5b4, \ubcf4\uace0, \ubd84\uc11d \ub610\ub294 \uae30\ud0c0 \uc5c5\ubb34\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc2dc\uc2a4\ud15c \ubc0f \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub370\uc774\ud130\ub294 \uc608\uc815\ub41c \uac04\uaca9\uc73c\ub85c \uc77c\uad04 \ucc98\ub9ac\ub418\uac70\ub098 \uc2e4\uc2dc\uac04\uc73c\ub85c \uc9c0\uc18d\uc801\uc73c\ub85c(\uc2a4\ud2b8\ub9ac\ubc0d) \ub85c\ub4dc\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc774 \uacfc\uc815\uc5d0\ub294 \ub85c\ub4dc\ub41c \ub370\uc774\ud130\uac00 \uc62c\ubc14\ub974\uac8c \uc804\uc1a1\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud55c \uac80\uc99d \ub2e8\uacc4\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ud6a8\uc728\uc801\uc774\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \ub85c\ub529\uc744 \ud1b5\ud574 \ucd5c\uc885 \ud1b5\ud569 \ub370\uc774\ud130 \uc138\ud2b8\uac00 \uc815\ud655\ud558\uace0 \ucd5c\uc2e0 \uc0c1\ud0dc\uc774\uba70 \uc989\uc2dc \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc0c1\ud0dc\uac00 \ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-data-synchronization-and-updates\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ub3d9\uae30\ud654 \ubc0f \uc5c5\ub370\uc774\ud2b8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ub3d9\uae30\ud654 \ubc0f \uc5c5\ub370\uc774\ud2b8 \ub2e8\uacc4\ub294 \uc911\uc559 \uc2dc\uc2a4\ud15c\uc774 \uc18c\uc2a4 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ubc1c\uc0dd\ud55c \ubcc0\uacbd \uc0ac\ud56d\uacfc \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc774\ub294 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130, \uc218\uc815\ub41c \ub370\uc774\ud130 \ub610\ub294 \uc0ad\uc81c\ub41c \ub370\uc774\ud130\ub97c \uc815\uae30\uc801\uc73c\ub85c \ud655\uc778\ud558\uace0 \ud1b5\ud569 \ub370\uc774\ud130\ub97c \uc774\uc5d0 \ub530\ub77c \uc5c5\ub370\uc774\ud2b8\ud558\uc5ec \ubaa8\ub4e0 \uc2dc\uc2a4\ud15c \uac04\uc758 \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub3d9\uae30\ud654\ub294 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uacfc \uae30\uc220 \uc124\uc815\uc5d0 \ub530\ub77c \uc2e4\uc2dc\uac04 \ub610\ub294 \uc608\uc57d\ub41c \uac04\uaca9\uc73c\ub85c \uc218\ud589\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcc0\uacbd \uc0ac\ud56d\uc744 \ucd94\uc801\ud558\uace0 \ub370\uc774\ud130 \uc815\ud655\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud55c \ucda9\ub3cc \ud574\uacb0, \ubc84\uc804 \uad00\ub9ac \ubc0f \uac10\uc0ac \ucd94\uc801 \uba54\ucee4\ub2c8\uc998\uc744 \ud3ec\ud568\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\ub294 \ud2b9\ud788 \ub370\uc774\ud130\uac00 \uc790\uc8fc \ubcc0\uacbd\ub418\ub294 \ub3d9\uc801 \ud658\uacbd\uc5d0\uc11c \ud1b5\ud569 \ub370\uc774\ud130\uc758 \uc2e0\ub8b0\uc131\uc744 \uc720\uc9c0\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-data-quality-and-governance\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ud488\uc9c8 \ubc0f \uac70\ubc84\ub10c\uc2a4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud488\uc9c8 \ubc0f \uac70\ubc84\ub10c\uc2a4 \ub2e8\uacc4\ub294 \ud1b5\ud569\ub41c \ub370\uc774\ud130\uac00 \uc815\ud655\ud558\uace0 \uc870\uc9c1 \uc815\ucc45 \ubc0f \uc678\ubd80 \uaddc\uc815\uc744 \uc900\uc218\ud558\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\ub294 \ub370\uc774\ud130 \ubb34\uacb0\uc131\uc744 \uac80\uc99d\ud558\uace0, \uc624\ub958\ub97c \ud0d0\uc9c0 \ubc0f \uc218\uc815\ud558\uba70, \ub370\uc774\ud130 \uc138\ud2b8 \uc804\ubc18\uc5d0 \uac78\uccd0 \ud45c\uc900\ud654\ub41c \ud615\uc2dd\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud55c \uaddc\uce59 \ubc0f \uac80\uc0ac \uad6c\ud604\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4\uc5d0\ub294 \ub370\uc774\ud130 \uc561\uc138\uc2a4, \ubcf4\uc548 \ubc0f \uc0ac\uc6a9\uc744 \uad00\ub9ac\ud558\uae30 \uc704\ud55c \uc5ed\ud560, \ucc45\uc784 \ubc0f \uc808\ucc28 \uc815\uc758\ub3c4 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uba54\ud0c0\ub370\uc774\ud130 \uc720\uc9c0 \uad00\ub9ac, \ub370\uc774\ud130 \uacc4\ubcf4 \ubb38\uc11c\ud654, GDPR \ub610\ub294 HIPAA\uc640 \uac19\uc740 \ub370\uc774\ud130 \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638\ubc95 \uc900\uc218 \uc2dc\ud589\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad81\uadf9\uc801\uc73c\ub85c \ud1b5\ud569\ub41c \ub370\uc774\ud130\uac00 \uc2e0\ub8b0\ud560 \uc218 \uc788\uace0 \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c \ubc0f \ubc95\uc801 \uc694\uad6c \uc0ac\ud56d\uacfc \uc77c\uce58\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 id=\"types\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:0\">\ub370\uc774\ud130 \ud1b5\ud569 \uc720\ud615<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud1b5\ud569\uc5d0\ub294 \uc5ec\ub7ec \uc720\ud615\uc774 \uc788\uc73c\uba70, \uac01 \uc720\ud615\uc740 \ud2b9\uc815 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uacfc \uae30\uc220 \ud658\uacbd\uc744 \ucda9\uc871\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud1b5\ud569 \uc720\ud615\uc740 \ub2e4\uc591\ud55c \ubaa9\uc801\uc744 \uc218\ud589\ud558\uba70, \uc870\uc9c1\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uc694\uad6c \uc0ac\ud56d\uc744 \ucda9\uc871\ud558\uae30 \uc704\ud574 \uc885\uc885 \uc774\ub4e4\uc744 \uc870\ud569\ud558\uc5ec \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-manual-data-integration\" class=\"wp-block-heading\">\uc218\ub3d9 \ub370\uc774\ud130 \ud1b5\ud569<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ub370\uc774\ud130 \ud1b5\ud569 \ud615\ud0dc\ub294 \uc0ac\uc6a9\uc790\uac00 \ub370\uc774\ud130\ub97c \uc218\ub3d9\uc73c\ub85c \uc218\uc9d1\ud558\uace0 \ubcd1\ud569\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uac04\ub2e8\ud558\uc9c0\ub9cc \uc774 \uacfc\uc815\uc740 \uc2dc\uac04\uc774 \ub9ce\uc774 \uc18c\uc694\ub418\uace0 \uc0ac\ub78c\uc758 \uc2e4\uc218\ub85c \uc774\uc5b4\uc9c0\uae30 \uc26c\uc6cc \uc18c\uaddc\ubaa8 \ub610\ub294 \uc77c\ud68c\uc131 \ud504\ub85c\uc81d\ud2b8\uc5d0\ub9cc \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-middleware-data-integration\" class=\"wp-block-heading\">\ubbf8\ub4e4\uc6e8\uc5b4 \ub370\uc774\ud130 \ud1b5\ud569<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ubbf8\ub4e4\uc6e8\uc5b4\ub294 \uc2dc\uc2a4\ud15c \uac04\uc758 \ub2e4\ub9ac \uc5ed\ud560\uc744 \ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ud1b5\uc2e0\ud558\uace0 \ub370\uc774\ud130\ub97c \uacf5\uc720\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub294 \uc11c\ub85c \ub2e4\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \uc6d0\ud65c\ud558\uac8c \ud568\uaed8 \uc791\ub3d9\ud574\uc57c \ud558\ub294 \uae30\uc5c5 \ud658\uacbd\uc5d0\uc11c \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-application-integration\" class=\"wp-block-heading\">\uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ud1b5\ud569<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ubc29\ubc95\uc740 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ub0b4\uc7a5\ub41c \uac83\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4 <a href=\"https:\/\/www.couchbase.com\/ko\/blog\/api-vs-sdk\/\"> \ucee4\ub125\ud130 \ub610\ub294 API<\/a> \ub2e4\ub978 \uc2dc\uc2a4\ud15c\uacfc \ub370\uc774\ud130\ub97c \uc804\uc1a1\ud558\uace0 \ub3d9\uae30\ud654\ud558\uae30 \uc704\ud55c \uac83\uc785\ub2c8\ub2e4. \uc720\uc5f0\ud558\uba70 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ud50c\ub7ab\ud3fc\uc774\ub098 SaaS \uc194\ub8e8\uc158\uc744 \ud1b5\ud569\ud558\ub294 \ub370 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-uniform-data-access-integration\" class=\"wp-block-heading\">\ud1b5\ud569 \ub370\uc774\ud130 \uc561\uc138\uc2a4 \ud1b5\ud569<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ub370\uc774\ud130\ub97c \ubb3c\ub9ac\uc801\uc73c\ub85c \uc774\ub3d9\uc2dc\ud0a4\uc9c0 \uc54a\uace0\ub3c4 \ud1b5\ud569\ub41c \ub370\uc774\ud130 \ubdf0\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ub300\uc2e0 \uc5ec\ub7ec \uc2dc\uc2a4\ud15c\uc5d0 \uac78\uccd0 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud558\uace0 \ucffc\ub9ac\ub97c \uc2e4\ud589\ud558\ubbc0\ub85c, \ub370\uc774\ud130 \uc911\ubcf5 \uc5c6\uc774 \uc2e0\uc18d\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \ud544\uc694\ub85c \ud558\ub294 \uc870\uc9c1\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-common-storage-integration-data-warehousing\" class=\"wp-block-heading\">\uc77c\ubc18 \uc2a4\ud1a0\ub9ac\uc9c0 \ud1b5\ud569 (\ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc9d5)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc77c\ubc18\uc801\uc778 \uc2a4\ud1a0\ub9ac\uc9c0 \ud1b5\ud569\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\uac00 \ucd94\ucd9c, \ubcc0\ud658\ub418\uc5b4 \uc911\uc559 \uc800\uc7a5\uc18c(\uc8fc\ub85c \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4)\uc5d0 \ub85c\ub4dc\ub429\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4, \uacfc\uac70 \ubd84\uc11d \ubc0f \ubcf4\uace0\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-data-virtualization\" class=\"wp-block-heading\">\ub370\uc774\ud130 \uac00\uc0c1\ud654<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \uac00\uc0c1\ud654\ub294 \uc5ec\ub7ec \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \ub9c8\uce58 \ud55c \uacf3\uc5d0 \uc788\ub294 \uac83\ucc98\ub7fc \uc811\uadfc\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ucd94\uc0c1\ud654 \uacc4\uce35\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ubb3c\ub9ac\uc801\uc778 \uc774\ub3d9\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc2e4\uc2dc\uac04 \uc778\uc0ac\uc774\ud2b8 \uc811\uadfc\uc758 \ubbfc\ucca9\uc131\uacfc \uc18d\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 id=\"examples\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:0\">\ub370\uc774\ud130 \ud1b5\ud569 \uc608\uc2dc<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \uc6b4\uc601 \uac1c\uc120, \ud1b5\ucc30\ub825 \ud655\ubcf4, \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uc758\uc0ac \uacb0\uc815\uc744 \uc704\ud574 \uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uac78\uccd0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uace0\uac1d \ucc38\uc5ec, \uc804\uc790 \uc0c1\uac70\ub798, \uc758\ub8cc, \uae08\uc735 \uc11c\ube44\uc2a4 \ubc0f \uacf5\uae09\ub9dd \uad00\ub9ac\ub97c \uac1c\uc120\ud558\ub294 \uba87 \uac00\uc9c0 \uc608\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-customer-360\" class=\"wp-block-heading\">\uace0\uac1d 360<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud55c \ud68c\uc0ac\ub294 CRM, \uc6f9\uc0ac\uc774\ud2b8 \ubd84\uc11d, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ud50c\ub7ab\ud3fc, \uc774\uba54\uc77c \ub9c8\ucf00\ud305 \ub3c4\uad6c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec <a href=\"https:\/\/www.couchbase.com\/ko\/use-cases\/customer-360\/\">\ud1b5\ud569 \uace0\uac1d \ud504\ub85c\ud544<\/a>. \ud1b5\ud569\uc740 \uc2e4\uc2dc\uac04 \ud589\ub3d9\uacfc \uc120\ud638\ub3c4\uc5d0 \uae30\ubc18\ud55c \uac1c\uc778 \ub9de\ucda4\ud615 \ub9c8\ucf00\ud305 \ucea0\ud398\uc778\uacfc \ub354 \ub098\uc740 \uace0\uac1d \ucc38\uc5ec\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-order-management\" class=\"wp-block-heading\">\uc8fc\ubb38 \uad00\ub9ac<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc628\ub77c\uc778 \uc18c\ub9e4\uc5c5\uccb4\ub294 \uc6f9\uc0ac\uc774\ud2b8, \uc7ac\uace0 \ub370\uc774\ud130\ubca0\uc774\uc2a4, \ubc30\uc1a1 \uc5c5\uccb4, \uacb0\uc81c \uac8c\uc774\ud2b8\uc6e8\uc774\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec <a href=\"https:\/\/www.couchbase.com\/ko\/use-cases\/retail-and-ecommerce\/\">\uc8fc\ubb38 \ucc98\ub9ac \uac04\uc18c\ud654<\/a>. \ud1b5\ud569\uc740 \uc815\ud655\ud55c \uc7ac\uace0 \ucd94\uc801, \ub354 \ube60\ub978 \ubc30\uc1a1 \ubc0f \ub354 \ub098\uc740 \uace0\uac1d \uc11c\ube44\uc2a4\ub97c \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-patient-records\" class=\"wp-block-heading\">\ud658\uc790 \uae30\ub85d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ubcd1\uc6d0 <a href=\"https:\/\/www.couchbase.com\/ko\/use-cases\/healthcare\/\">\ud658\uc790 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud569\ub2c8\ub2e4<\/a> \uc2e4\ud5d8\uc2e4 \uacb0\uacfc, \uc601\uc0c1 \uc2dc\uc2a4\ud15c, \uc804\uc790\uc758\ubb34\uae30\ub85d(EHR)\uacfc \uac19\uc740 \uc5ec\ub7ec \ubd80\uc11c\uc758 \ub370\uc774\ud130\ub97c \ud558\ub098\uc758 \uc911\uc559 \uc9d1\uc911\uc2dd \uc2dc\uc2a4\ud15c\uc73c\ub85c \ud1b5\ud569\ud569\ub2c8\ub2e4. \uc774\ub807\uac8c \ud558\uba74 \uc758\uc0ac\ub294 \ud658\uc790\uc758 \uc758\ub8cc \uae30\ub85d\uc744 \uc644\uc804\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\uc5b4 \uc9c4\ub2e8 \ubc0f \uce58\ub8cc \uacb0\uc815\uc774 \ud5a5\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-financial-reporting\" class=\"wp-block-heading\">\uc7ac\ubb34 \ubcf4\uace0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc7ac\ubb34\ud300\uc740 \uc5ec\ub7ec \ud68c\uacc4 \ud50c\ub7ab\ud3fc, \uacbd\ube44 \ucd94\uc801 \ub3c4\uad6c, \uae09\uc5ec \uc2dc\uc2a4\ud15c\uc758 \ub370\uc774\ud130\ub97c \uc911\uc559 \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc5d0 \ud1b5\ud569\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uba74 <a href=\"https:\/\/www.couchbase.com\/ko\/use-cases\/financial-services\/\">\uc77c\uad00\ub41c \uc7ac\ubb34 \ubcf4\uace0<\/a>, \uaddc\uc815 \uc900\uc218 \uac80\uc0ac, \uadf8\ub9ac\uace0 \ub354 \uc815\ud655\ud55c \uc608\uce21.<\/p>\n\n\n\n<h3 id=\"h-supply-chain-management-scm\" class=\"wp-block-heading\">\uacf5\uae09\ub9dd \uad00\ub9ac (SCM)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc81c\uc870 \ud68c\uc0ac\ub294 \uacf5\uae09\uc5c5\uccb4, \uc0dd\uc0b0 \uc2dc\uc124, \ubb3c\ub958 \ud30c\ud2b8\ub108\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec <a href=\"https:\/\/www.couchbase.com\/ko\/use-cases\/manufacturing-and-logistics\/\">\uc804\uccb4 \uacf5\uae09\ub9dd\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\ub2e4<\/a> \uc2e4\uc2dc\uac04\uc73c\ub85c. \uc774\ub97c \ud1b5\ud574 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \ud30c\uc545\ud558\uace0, \uc9c0\uc5f0\uc744 \uc904\uc774\uba70, \uc7ac\uace0 \uad00\ub9ac\ub97c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 id=\"benefits\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:0\">\ub370\uc774\ud130 \ud1b5\ud569 \uc774\uc810<br>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"benefits\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \uc870\uc9c1\uc774 \uc6b4\uc601\uc744 \uac04\uc18c\ud654\ud558\uace0, \ud611\uc5c5\uc744 \uac1c\uc120\ud558\uba70, \ub370\uc774\ud130\ub97c \ub354 \uc798 \ubd84\uc11d\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc815\ubcf4\ub97c \ud1b5\ud569\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \ub354 \ub9ce\uc740 \ud1b5\ucc30\ub825\uc744 \uc5bb\uace0 \uc6b4\uc601 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud1b5\ud569\uc774 \uc81c\uacf5\ud558\ub294 \uad6c\uccb4\uc801\uc778 \uc774\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\uac1c\uc120\ub41c \ub370\uc774\ud130 \uc811\uadfc\uc131<\/strong> \ud1b5\ud569 \uc2dc\uc2a4\ud15c\uc740 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc911\uc559 \uc9d1\uc911\uc2dd \ubcf4\uae30\ub97c \uc81c\uacf5\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc5ec\ub7ec \ub3c4\uad6c\ub098 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \ub118\ub098\ub4e4 \ud544\uc694 \uc5c6\uc774 \ud544\uc694\ud55c \uc815\ubcf4\uc5d0 \ub354 \uc27d\uac8c \uc561\uc138\uc2a4\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub354 \ub098\uc740 \uc815\ubcf4\uc5d0 \uae30\ubc18\ud55c \uc758\uc0ac \uacb0\uc815<\/strong> \ubbff\uc744 \uc218 \uc788\ub294, <a href=\"https:\/\/www.couchbase.com\/ko\/use-cases\/real-time-analytics\/\">\uc2e4\uc2dc\uac04 \ub370\uc774\ud130<\/a>, \ud300\uc740 \uc790\uc2e0\uac10 \uc788\uac8c \ube44\uc988\ub2c8\uc2a4 \uacb0\uc815\uc744 \ub0b4\ub9ac\uace0 \ubcc0\ud654\uc640 \uc0c8\ub85c\uc6b4 \uae30\ud68c\uc5d0 \uc2e0\uc18d\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc6b4\uc601 \ud6a8\uc728\uc131 \uc99d\ub300<\/strong> \ub370\uc774\ud130 \ud750\ub984\uc744 \uc790\ub3d9\ud654\ud558\uba74 \uc218\ub3d9 \ub370\uc774\ud130 \uc785\ub825\uc758 \ud544\uc694\uc131\uc774 \uc904\uc5b4\ub4e4\uc5b4 \ud300\uc774 \ubc18\ubcf5\uc801\uc774\uace0 \ub2e8\uc870\ub85c\uc6b4 \uc791\uc5c5\uc5d0 \ucc38\uc5ec\ud558\ub294 \uac83\uc744 \ud53c\ud558\uace0 \uc804\ub7b5\uc801 \uc774\ub2c8\uc154\ud2f0\ube0c\ub97c \uc704\ud574 \ub9ac\uc18c\uc2a4\ub97c \ubcf4\uc874\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud5a5\uc0c1\ub41c \ub370\uc774\ud130 \ud488\uc9c8<\/strong> \ub370\uc774\ud130 \ud1b5\ud569\uc740 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \ud45c\uc900\ud654\ud558\uace0 \uc815\ub9ac\ud558\uc5ec \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \uc624\ub958, \uc911\ubcf5 \ubc0f \ubd88\uc77c\uce58\ub97c \uc904\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud300 \uac04\uc758 \ub354 \ub098\uc740 \ud611\uc5c5:<\/strong> \ubaa8\ub4e0 \ubd80\uc11c\uac00 \ub3d9\uc77c\ud55c \ub370\uc774\ud130\ub97c \uacf5\uc720\ud558\uba74 \uc870\uc815\uacfc \uc18c\ud1b5\uc774 \ud5a5\uc0c1\ub418\uc5b4 \ub354\uc6b1 \ud611\ub825\uc801\uc774\uace0 \uc0dd\uc0b0\uc801\uc778 \ud658\uacbd\uc744 \uc870\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac1c\uc120\ub41c \ud655\uc7a5\uc131<\/strong> \ud1b5\ud569 \uc2dc\uc2a4\ud15c\uc740 \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ud655\uc7a5\ud558\uae30\uac00 \ub354 \uc26c\uc6b0\uba70, \uc0c8\ub85c\uc6b4 \ub3c4\uad6c, \ud50c\ub7ab\ud3fc \ub610\ub294 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc628\ubcf4\ub529\ud558\ub294 \uac83\uc744 \ub2e8\uc21c\ud654\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubd84\uc11d \ubc0f AI \uc9c0\uc6d0<\/strong> \uc815\uc81c\ub418\uace0 \ud1b5\ud569\ub41c \ub370\uc774\ud130\uc14b\uc740 \uc815\ud655\ud55c \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4, \uc608\uce21 \ubd84\uc11d \ubc0f \uba38\uc2e0 \ub7ec\ub2dd\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac1c\uc120\ub41c \uaddc\uc815 \uc900\uc218 \ubc0f \ubcf4\uc548<\/strong> \uc911\uc559 \uc9d1\uc911\uc2dd \ub370\uc774\ud130 \uad00\ub9ac\ub97c \ud1b5\ud574 \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \uc815\ucc45\uc744 \ub354 \uc27d\uac8c \uc2dc\ud589\ud558\uace0, \ub370\uc774\ud130 \uacc4\ubcf4\ub97c \ucd94\uc801\ud558\uba70, \uac1c\uc778 \uc815\ubcf4 \ubcf4\ud638 \uaddc\uc815 \uc900\uc218\ub97c \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"challenges\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl)\">\ub370\uc774\ud130 \ud1b5\ud569 \uacfc\uc81c<br>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ud1b5\ud569\uc740 \ub9e4\uc6b0 \uc720\uc775\ud558\uc9c0\ub9cc, \ud2b9\ud788 \uc2dc\uc2a4\ud15c, \ub370\uc774\ud130 \uc18c\uc2a4 \ubc0f \ube44\uc988\ub2c8\uc2a4 \uc694\uad6c \uc0ac\ud56d\uc774 \ubcf5\uc7a1\ud55c \uacbd\uc6b0 \uad6c\ud604\ud558\uae30 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub54c\ubb38\uc5d0 \uc0ac\uc804\uc5d0 \uc608\uc0c1\ub418\ub294 \uc5b4\ub824\uc6c0\uc5d0 \ub300\ud55c \uacc4\ud68d\uc744 \uc138\uc6b0\ub294 \uac83\uc774 \ud1b5\ud569 \ud504\ub85c\uc138\uc2a4\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc900\ube44\ud574\uc57c \ud560 \uc0ac\ud56d\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\ub370\uc774\ud130 \uc0ac\uc77c\ub85c \ubc0f \ube44\ud638\ud658\uc131 <\/strong> \uc0c1\uc774\ud55c \ud615\uc2dd, \uad6c\uc870 \ubc0f \uae30\uc220\ub85c \uc778\ud574 \ubd84\uc0b0\ub41c \uc2dc\uc2a4\ud15c \ub610\ub294 \ub808\uac70\uc2dc \ud50c\ub7ab\ud3fc\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\ub294 \uac83\uc740 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \ud488\uc9c8 \ubb38\uc81c<\/strong> \ubd88\uc77c\uce58\ud558\uac70\ub098 \ubd88\uc644\uc804\ud558\uac70\ub098 \uc911\ubcf5\ub41c \ub370\uc774\ud130\ub294 \ud1b5\ud569 \uacfc\uc815\uc5d0\uc11c \uc801\uc808\ud558\uac8c \uc815\ub9ac \ubc0f \uac80\uc99d\ub418\uc9c0 \uc54a\uc73c\uba74 \ubd80\uc815\ud655\ud55c \uacb0\uacfc\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/li>\n\n\n\n<li><strong>\uc2e4\uc2dc\uac04 \ud1b5\ud569 \ubcf5\uc7a1\uc131<\/strong>  \uc2e4\uc2dc\uac04 \ub610\ub294 \uadfc\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ub3d9\uae30\ud654\ub97c \uc9c0\uc6d0\ud558\ub824\uba74 \uace0\uae09 \uc778\ud504\ub77c\uc640 \ub3c4\uad6c\uac00 \ud544\uc694\ud558\uba70, \uc885\uc885 \ube44\uc6a9\uacfc \ud1b5\ud569 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub192\uc740 \uad6c\ud604 \ube44\uc6a9:<\/strong> \ud504\ub85c\uc81d\ud2b8\uc758 \uaddc\ubaa8\uc640 \ubc94\uc704\uc5d0 \ub530\ub77c \ud1b5\ud569 \ud504\ub85c\uc81d\ud2b8\ub294 \ub3c4\uad6c, \ucee8\uc124\ud134\ud2b8, \uc9c0\uc18d\uc801\uc778 \uc720\uc9c0\ubcf4\uc218\uc5d0 \ub300\ud55c \ud22c\uc790\uac00 \ud544\uc694\ud558\uba70 \ub9ac\uc18c\uc2a4 \uc9d1\uc57d\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud655\uc7a5\uc131 \uc6b0\ub824<\/strong> \ub370\uc774\ud130 \uc591\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc131\ub2a5 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\uace0 \uc911\uc559 \uc2dc\uc2a4\ud15c\uc744 \ud655\uc7a5\ud558\ub294 \uac83\uc774 \uc5b4\ub824\uc6cc\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ubcf4\uc548 \ubc0f \uaddc\uc815 \uc900\uc218 \uc704\ud5d8:<\/strong> \uc5ec\ub7ec \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc774\ub3d9\ud558\uace0 \uacb0\ud569\ud558\ub294 \uac83\uc740 \uc801\uc808\ud55c \uc561\uc138\uc2a4 \uc81c\uc5b4, \uc554\ud638\ud654 \ubc0f \uaddc\uc815 \uc900\uc218 \uc870\uce58\uac00 \ub9c8\ub828\ub418\uc9c0 \uc54a\uc73c\uba74 \ucde8\uc57d\uc810\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uac70\ubc84\ub10c\uc2a4 \ubb38\uc81c<\/strong> \uba85\ud655\ud55c \uac70\ubc84\ub10c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\uc640 \uc870\uc9c1\uc758 \uc9c0\uc6d0 \uc5c6\uc774\ub294 \ud1b5\ud569\ub41c \ub370\uc774\ud130 \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uc911\uc2ec\uc73c\ub85c \ud300, \ud504\ub85c\uc138\uc2a4, \uc815\ucc45\uc744 \uc870\uc815\ud558\ub294 \uac83\uc774 \uc5b4\ub824\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ub3c4\uad6c \uc120\ud0dd:<\/strong> \uc62c\ubc14\ub978 \ub370\uc774\ud130 \ud1b5\ud569 \ud50c\ub7ab\ud3fc \ub610\ub294 \ub3c4\uad6c\ub97c \uc120\ud0dd\ud558\ub824\uba74 \uc870\uc9c1\uc758 \uae30\uc220 \ud658\uacbd \ubc0f \ube44\uc988\ub2c8\uc2a4 \ubaa9\ud45c\uc5d0 \ub9de\ub294\uc9c0 \uc2e0\uc911\ud558\uac8c \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"tools\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl);margin-bottom:0\">\ub370\uc774\ud130 \ud1b5\ud569 \ub3c4\uad6c<br>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ub3c4\uad6c\ub4e4\uc740 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uc5ec \ud45c\uc900\ud654\ub41c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud55c \ud6c4 \uc911\uc559 \uc2dc\uc2a4\ud15c\uc5d0 \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ELT (\ucd94\ucd9c, \ub85c\ub4dc, \ubcc0\ud658)<\/strong> Google Cloud Dataflow, AWS Glue, Fivetran\uc740 \ub370\uc774\ud130\ub97c \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\ub098 \ub370\uc774\ud130 \ub808\uc774\ud06c\uc5d0 \uc801\uc7ac\ud55c \ud6c4 \ud544\uc694\uc5d0 \ub530\ub77c \ubcc0\ud658\ud558\ub294 \ud658\uacbd\uc5d0 \uc774\uc0c1\uc801\uc785\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub4e4\uc740 \ud2b9\ud788 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \ub370\uc774\ud130 \ud1b5\ud569\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.couchbase.com\/ko\/resources\/concepts\/zero-etl\/\">\uc81c\ub85c ETL(\ucd94\ucd9c, \ubcc0\ud658, \uc801\uc7ac)<\/a>:<\/strong> \uc544\ub9c8\uc874 \ub808\ub4dc\uc2dc\ud504\ud2b8\uc640\uc758 \uc544\ub9c8\uc874 \uc624\ub85c\ub77c \uc81c\ub85c-ETL \ubc0f \uad6c\uae00 \ube45\ucffc\ub9ac \ub370\uc774\ud130 \uc804\uc1a1 \uc11c\ube44\uc2a4\ub294 \uc804\ud1b5\uc801\uc778 ETL \ud504\ub85c\uc138\uc2a4\uc758 \ud544\uc694\uc131\uc744 \uc5c6\uc560\uc5b4 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \ub2e8\uc21c\ud654\ud569\ub2c8\ub2e4. \uc774\ub294 \uc2dc\uc2a4\ud15c \uac04\uc758 \uac70\uc758 \uc989\uac01\uc801\uc778 \ub370\uc774\ud130 \uc774\ub3d9\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0 \uc9c0\uc5f0 \uc2dc\uac04\uacfc \uc720\uc9c0 \uad00\ub9ac\ub97c \uc904\uc5ec\uc90d\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>API \uae30\ubc18 \ud1b5\ud569:<\/strong> \uae30\uc5c5\uc740 MuleSoft Anypoint Platform, Dell Boomi, Zapier\uc640 \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc6cc\ud06c\ud50c\ub85c\ub97c \uc790\ub3d9\ud654\ud558\uace0 API\ub97c \ud1b5\ud574 \uc11c\ub85c \ub2e4\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ud1b5\ud569:<\/strong> Apache Kafka, AWS Kinesis, Google Cloud Pub\/Sub\uc740 \uc9c0\uc18d\uc801\uc778 \ub370\uc774\ud130 \ud750\ub984\uc744 \ucc98\ub9ac\ud558\ub3c4\ub85d \uc124\uacc4\ub41c \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d \ub3c4\uad6c\ub85c, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \ud544\uc694\ud55c \uc2dc\ub098\ub9ac\uc624\uc5d0 \uc644\ubcbd\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud558\uc774\ube0c\ub9ac\ub4dc \ub370\uc774\ud130 \ud1b5\ud569:<\/strong> \uc870\uc9c1\uc740 Talend Cloud, Oracle Data Integrator(ODI), Microsoft Azure Data Factory\ub97c \uc0ac\uc6a9\ud558\uc5ec <a href=\"https:\/\/www.couchbase.com\/ko\/blog\/cloud-integration\/\">\ud074\ub77c\uc6b0\ub4dc \ud1b5\ud569<\/a> \uadf8\ub9ac\uace0 \uc628\ud504\ub808\ubbf8\uc2a4 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc11c\ub85c \ub2e4\ub978 \ud658\uacbd \uac04\uc758 \uc6d0\ud65c\ud55c \ub370\uc774\ud130 \uad50\ud658\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"process\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl)\">\ub370\uc774\ud130 \ud1b5\ud569 \ud504\ub85c\uc138\uc2a4\uc5d0 \ub300\ud55c \uc644\uc804\ud55c \ubd84\uc11d<\/h2>\n\n\n\n<h3 id=\"h-planning-for-data-integration\" class=\"wp-block-heading\">\ub370\uc774\ud130 \ud1b5\ud569 \uacc4\ud68d \uc218\ub9bd<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ubaa9\ud45c\ub97c \uba85\ud655\ud788 \uc815\uc758\ud558\uace0, \ub370\uc774\ud130 \uc18c\uc2a4(\uc608: \ub370\uc774\ud130\ubca0\uc774\uc2a4, API)\ub97c \uc815\ud655\ud788 \ud30c\uc545\ud558\uba70, \uae30\ud0c0 \uad00\ub828 \ub3c4\uad6c\ub97c \uc2dd\ubcc4\ud558\uc2ed\uc2dc\uc624. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ubcf4\uc548, \uaddc\uc815 \uc900\uc218 \ubc0f \ub370\uc774\ud130 \ud488\uc9c8\uc744 \uc704\ud55c \ub370\uc774\ud130 \uac70\ubc84\ub10c\uc2a4 \ud504\ub808\uc784\uc6cc\ud06c\ub3c4 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-transforming-data-using-ai-technologies\" class=\"wp-block-heading\">AI \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub370\uc774\ud130 \ubcc0\ud658 <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud328\ud134\uc744 \uac10\uc9c0\ud558\uace0, \ubd88\uc77c\uce58 \ud56d\ubaa9\uc744 \uc815\ub9ac\ud558\uba70, \ub204\ub77d\ub41c \uac12\uc744 \ucc44\uc6b0\uac70\ub098 \ud45c\uc900 \ud615\uc2dd\uc744 \uc81c\uc548\ud568\uc73c\ub85c\uc368 \ub370\uc774\ud130\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \uc18c\uc2a4 \uac04\uc758 \ud544\ub4dc\ub97c \ub9e4\ud551\ud558\uc5ec \ubcc0\ud658 \ud504\ub85c\uc138\uc2a4\ub97c \ub354 \ube60\ub974\uace0 \uc815\ud655\ud558\uac8c \ub9cc\ub4e4\uba70, \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \ud658\uacbd\uc5d0 \uc801\uc751\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-relying-on-real-time-data-ingestion\" class=\"wp-block-heading\">\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1\uc5d0 \uc758\uc874<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0ac\uc6a9 <a href=\"https:\/\/docs.couchbase.com\/columnar\/intro\/intro.html\">\uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1<\/a> \ub370\uc774\ud130\uac00 \uc0dd\uc131\ub428\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \uc18c\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \ucc98\ub9ac \ubc0f \ud1b5\ud569\ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ucd5c\uc2e0 \uc778\uc0ac\uc774\ud2b8\uc640 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \ubc30\uce58 \uc5c5\ub370\uc774\ud2b8\ub97c \uae30\ub2e4\ub9ac\uc9c0 \uc54a\uace0 \ub370\uc774\ud130\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \ub3d9\uae30\ud654\ud558\uc5ec \uae08\uc735, \uc804\uc790\uc0c1\uac70\ub798, IoT\uc640 \uac19\uc740 \ub3d9\uc801 \ud658\uacbd\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-utilizing-cloud-native-integration\" class=\"wp-block-heading\">\ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \ud1b5\ud569 \ud65c\uc6a9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub370\uc774\ud130 \ub808\uc774\ud06c\ub098 \uc6e8\uc5b4\ud558\uc6b0\uc2a4\uc640 \uac19\uc740 \ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uc778\ud504\ub77c\ub97c \ud65c\uc6a9\ud558\uc5ec \ubd84\uc0b0 \uc2dc\uc2a4\ud15c \uc804\ubc18\uc758 \ub370\uc774\ud130\ub97c \uc5f0\uacb0, \ubcc0\ud658 \ubc0f \uad00\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud074\ub77c\uc6b0\ub4dc \uc560\ud50c\ub9ac\ucf00\uc774\uc158, \uc628\ud504\ub808\ubbf8\uc2a4 \uc2dc\uc2a4\ud15c, \ub370\uc774\ud130 \uc18c\uc2a4 \uac04\uc758 \uc6d0\ud65c\ud55c \ud1b5\ud569\uc774 \uac00\ub2a5\ud574\uc9c0\uba70, \ub300\uac1c \uc778\ud504\ub77c \uc624\ubc84\ud5e4\ub4dc\uac00 \uac10\uc18c\ud558\uace0 \ucd5c\uc2e0 \uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0 \ub300\ud55c \uae30\ubcf8 \uc9c0\uc6d0\uc774 \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 id=\"h-ensuring-accuracy-through-analytics-and-monitoring\" class=\"wp-block-heading\">\ubd84\uc11d \ubc0f \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud55c \uc815\ud655\uc131 \ubcf4\uc7a5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ud1b5\ud569 \ud6c4, \uc2dc\uc2a4\ud15c\uc758 \uc815\ud655\uc131\uacfc \uc77c\uad00\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \ubd84\uc11d\uc744 \ucd94\uc801\ud558\uace0 \ub370\uc774\ud130 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc2ed\uc2dc\uc624. \ub370\uc774\ud130 \ucd94\uc801\uc740 \uc774\uc0c1 \uc9d5\ud6c4\ub97c \uac10\uc9c0\ud558\uace0, \ub370\uc774\ud130 \ud750\ub984 \ud6a8\uc728\uc131\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70, \uc2dc\uc2a4\ud15c \uc0c1\ud0dc\uc5d0 \ub300\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\uc5ec \uc2e0\uc18d\ud55c \ubb38\uc81c \ud574\uacb0\uacfc \uc9c0\uc18d\uc801\uc778 \uac1c\uc120\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 id=\"resources\" class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--xl)\">\ud575\uc2ec \uc694\uc57d<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\ud1b5\ud569\ub41c \uc778\uc0ac\uc774\ud2b8\ub97c \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130 \ud1b5\ud569\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4:<\/strong> \uc5ec\ub7ec \ucd9c\ucc98\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uba74 \uae30\uc5c5\uc774 \ube44\uc988\ub2c8\uc2a4 \uacb0\uc815\uc744 \ub0b4\ub9b4 \ub54c \uc644\uc804\ud558\uace0 \uc815\ud655\ud55c \uc815\ubcf4\ub97c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc804\ub7b5\uc801 \uacc4\ud68d\uc740 \uadf8 \uae30\ubc18\uc785\ub2c8\ub2e4:<\/strong> \uc131\uacf5\uc758 \uc5f4\uc1e0\ub294 \uc0ac\uc804\uc5d0 \uc7a5\uc560\ubb3c\uc5d0 \ub300\ube44\ud558\uace0, \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \uc2dd\ubcc4\ud558\uba70, \ud1b5\ud569 \ub3c4\uad6c\ub97c \uc120\ud0dd\ud558\uace0, \uac70\ubc84\ub10c\uc2a4 \uc815\ucc45\uc744 \uc124\uc815\ud558\ub294 \uac83\uc744 \ud3ec\ud568\ud558\ub294 \uba85\ud655\ud788 \uc815\uc758\ub41c \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc778\uacf5\uc9c0\ub2a5\uacfc \uc790\ub3d9\ud654\ub294 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4:<\/strong> \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130 \ub9e4\ud551, \ubcc0\ud658, \uc774\uc0c1 \uc9d5\ud6c4 \ud0d0\uc9c0\ub97c \uac04\uc18c\ud654\ud558\uc5ec \uc218\ub3d9 \uc624\ub958\ub97c \uc904\uc774\uace0 \ud504\ub85c\uc138\uc2a4 \uc18d\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\uc2e4\uc2dc\uac04 \ucc98\ub9ac\ub294 \ub354 \ube60\ub978 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4:<\/strong> \uc544\ud30c\uce58 \uce74\ud504\uce74\uc640 AWS \ud0a4\ub124\uc2dc\uc2a4\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc2a4\ud2b8\ub9ac\ubc0d \ub3c4\uad6c\ub97c \ud1b5\ud574 \uae30\uc5c5\uc740 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \uc989\uac01\uc801\uc73c\ub85c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\ud074\ub77c\uc6b0\ub4dc \ub124\uc774\ud2f0\ube0c \uc194\ub8e8\uc158\uc740 \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/strong> \ud074\ub77c\uc6b0\ub4dc \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4(Snowflake, BigQuery)\uc640 \ub370\uc774\ud130 \ub808\uc774\ud06c\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ud1b5\ud569\uc744 \uad00\ub9ac\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\ud558\uace0 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n<\/li>\n\n\n\n<li><strong>\ub370\uc774\ud130 \ud488\uc9c8\uacfc \uac70\ubc84\ub10c\uc2a4\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4:<\/strong> \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1, \uaddc\uc815 \uc900\uc218(GDPR, HIPAA) \ubc0f \ubcf4\uc548 \uc870\uce58\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \uc2e0\ub8b0\uc131\uacfc \ubcf4\uc548\uc774 \uc720\uc9c0\ub429\ub2c8\ub2e4.<\/li>\n\n\n\n<li style=\"margin-bottom:var(--wp--preset--spacing--2-xl)\"><strong>\ud6a8\uacfc\uc801\uc778 \ud1b5\ud569\uc740 \ube44\uc988\ub2c8\uc2a4 \uac00\uce58\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/strong> \ud1b5\ud569\ub41c \ub370\uc774\ud130\ub294 \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4, \uc608\uce21 \ubd84\uc11d, \uadf8\ub9ac\uace0 AI \uae30\ubc18 \ud1b5\ucc30\ub825\uc744 \uad6c\ub3d9\ud569\ub2c8\ub2e4. <\/li>\n<\/ol>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignfull wp-custom-prefooter has-peach-background-color has-background is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group wp-custom-prefooter__inner is-layout-constrained wp-container-core-group-is-layout-32cc56da wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-a91057ef wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" 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Data integration centralizes data from different sources to improve accessibility, consistency, and analysis SUMMARY Data integration combines data from different sources into a target system. It involves several stages, including data extraction, transformation, loading, synchronization, and governance, each ensuring the data is accurate, consistent, and actionable. Types of data integration include [&hellip;]<\/p>\n","protected":false},"author":73510,"featured_media":0,"menu_order":0,"template":"page-no-prefooter","meta":{"_acf_changed":false,"inline_featured_image":false,"_acf":"","footnotes":""},"couchbase_category":[20,21,23,37,36,19],"class_list":["post-696","concepts","type-concepts","status-publish","hentry","couchbase_category-analytics","couchbase_category-analytics-features","couchbase_category-analytics-product-key-feature","couchbase_category-analytics-products","couchbase_category-manageability","couchbase_category-technology-software-saas"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.6 (Yoast SEO v28.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>What Is Data Integration? | Concepts | Couchbase<\/title>\n<meta name=\"description\" content=\"Data integration is the process of combining data from different sources into a unified view to improve accessibility, consistency, and analysis.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.couchbase.com\/ko\/resources\/concepts\/data-integration\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Is Data Integration? 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